Vecchia-Laplace approximations of generalized Gaussian processes for big non-Gaussian spatial data.
Daniel ZilberMatthias KatzfussPublished in: Comput. Stat. Data Anal. (2021)
Keyphrases
- spatial data
- gaussian processes
- gaussian process
- expectation propagation
- spatial databases
- spatial data mining
- geographic information systems
- gaussian process regression
- data analysis
- geospatial data
- r tree
- gaussian process models
- geographical information systems
- semi supervised
- covariance function
- approximate inference
- non stationary
- multi task
- spatial database systems
- spatial objects
- big data
- latent variables
- bayesian framework
- hyperparameters
- regression model
- model selection
- multi class
- data streams
- data mining